use aha::{ chat::ChatCompletionParameters, models::{GenerateModel, lfm2::generate::Lfm2GenerateModel}, }; use anyhow::Result; use rocket::futures::StreamExt; use std::{pin::pin, time::Instant}; #[test] fn lfm2_generate() -> Result<()> { // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda --test test_lfm2 lfm2_generate -r -- --nocapture let save_dir = aha::utils::get_default_save_dir().ok_or(anyhow::anyhow!("Failed to get save dir"))?; let model_path = format!("{}/LiquidAI/LFM2-1.2B/", save_dir); // let model_path = format!("{}/LiquidAI/LFM2.5-1.2B-Instruct/", save_dir); let message = r#" { "model": "lfm2", "messages": [ { "role": "user", "content": "你是谁,你如何看待AI" } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut model = Lfm2GenerateModel::init(&model_path, None, None)?; let i_duration = i_start.elapsed(); println!("Time elapsed in load model is: {:?}", i_duration); let i_start = Instant::now(); let result = model.generate(mes)?; let i_duration = i_start.elapsed(); println!("generate: \n {:?}", result); if let Some(usage) = &result.usage { let num_token = usage.total_tokens; let duration_secs = i_duration.as_secs_f64(); let tps = num_token as f64 / duration_secs; println!("Tokens per second (TPS): {:.2}", tps); } println!("Time elapsed in generate is: {:?}", i_duration); Ok(()) } #[tokio::test] async fn lfm2_stream() -> Result<()> { // test with cuda: RUST_BACKTRACE=1 cargo test -F cuda --test test_lfm2 lfm2_stream -r -- --nocapture // test with cuda+flash-attn: RUST_BACKTRACE=1 cargo test -F cuda,flash-attn qwen3_0_6b_generate -r -- --nocapture let save_dir = aha::utils::get_default_save_dir().ok_or(anyhow::anyhow!("Failed to get save dir"))?; // let model_path = format!("{}/LiquidAI/LFM2-1.2B/", save_dir); let model_path = format!("{}/LiquidAI/LFM2.5-1.2B-Instruct/", save_dir); let message = r#" { "model": "lfm2", "messages": [ { "role": "user", "content": "你如何看待AI" } ] } "#; let mes: ChatCompletionParameters = serde_json::from_str(message)?; let i_start = Instant::now(); let mut model = Lfm2GenerateModel::init(&model_path, None, None)?; let i_duration = i_start.elapsed(); println!("Time elapsed in load model is: {:?}", i_duration); let i_start = Instant::now(); // let result = model.generate(mes)?; let mut stream = pin!(model.generate_stream(mes)?); let i_duration = i_start.elapsed(); while let Some(token) = stream.next().await { println!("generate: \n {:?}", token); } // println!("generate: \n {:?}", result); // if let Some(usage) = &result.usage { // let num_token = usage.total_tokens; // let duration_secs = i_duration.as_secs_f64(); // let tps = num_token as f64 / duration_secs; // println!("Tokens per second (TPS): {:.2}", tps); // } println!("Time elapsed in generate is: {:?}", i_duration); Ok(()) }